Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	7208
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	844.8 KiB
Average record size in memory	120.0 B

Variable types

Numeric	15

Alerts

`TIME` is highly correlated with `S` and 13 other fields	High correlation
`S` is highly correlated with `TIME` and 13 other fields	High correlation
`T1` is highly correlated with `TIME` and 13 other fields	High correlation
`T2` is highly correlated with `TIME` and 13 other fields	High correlation
`T3` is highly correlated with `TIME` and 13 other fields	High correlation
`T4` is highly correlated with `TIME` and 13 other fields	High correlation
`T5` is highly correlated with `TIME` and 13 other fields	High correlation
`T6` is highly correlated with `TIME` and 13 other fields	High correlation
`T7` is highly correlated with `TIME` and 13 other fields	High correlation
`T8` is highly correlated with `TIME` and 13 other fields	High correlation
`T9` is highly correlated with `TIME` and 13 other fields	High correlation
`T10` is highly correlated with `TIME` and 13 other fields	High correlation
`T11` is highly correlated with `TIME` and 13 other fields	High correlation
`T12` is highly correlated with `TIME` and 13 other fields	High correlation
`Z` is highly correlated with `TIME` and 13 other fields	High correlation
`TIME` is uniformly distributed	Uniform
`TIME` has unique values	Unique
`S` has 1252 (17.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-11 03:26:48.535421
Analysis finished	2022-11-11 03:27:00.635232
Duration	12.1 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

TIME
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	7208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.2916667

Minimum	0
Maximum	600.5833333
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	0
5-th percentile	30.02916667
Q1	150.1458333
median	300.2916667
Q3	450.4375
95-th percentile	570.5541667
Maximum	600.5833333
Range	600.5833333
Interquartile range (IQR)	300.2916667

Descriptive statistics

Standard deviation	173.4095586
Coefficient of variation (CV)	0.5774704323
Kurtosis	-1.2
Mean	300.2916667
Median Absolute Deviation (MAD)	150.1666667
Skewness	-3.045988314 × 10^-16
Sum	2164502.333
Variance	30070.875
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
403.5	1	< 0.1%
401	1	< 0.1%
400.9166667	1	< 0.1%
400.8333333	1	< 0.1%
400.75	1	< 0.1%
400.6666667	1	< 0.1%
400.5833333	1	< 0.1%
400.5	1	< 0.1%
400.4166667	1	< 0.1%
Other values (7198)	7198	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.08333333333	1	< 0.1%
0.1666666667	1	< 0.1%
0.25	1	< 0.1%
0.3333333333	1	< 0.1%
0.4166666667	1	< 0.1%
0.5	1	< 0.1%
0.5833333333	1	< 0.1%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%

Value	Count	Frequency (%)
600.5833333	1	< 0.1%
600.5	1	< 0.1%
600.4166667	1	< 0.1%
600.3333333	1	< 0.1%
600.25	1	< 0.1%
600.1666667	1	< 0.1%
600.0833333	1	< 0.1%
600	1	< 0.1%
599.9166667	1	< 0.1%
599.8333333	1	< 0.1%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10852.73557

Minimum	0
Maximum	20001
Zeros	1252
Zeros (%)	17.4%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8000
median	12001
Q3	15999
95-th percentile	19999
Maximum	20001
Range	20001
Interquartile range (IQR)	7999

Descriptive statistics

Standard deviation	5904.420783
Coefficient of variation (CV)	0.5440490782
Kurtosis	-0.4611655028
Mean	10852.73557
Median Absolute Deviation (MAD)	3998
Skewness	-0.6607969757
Sum	78226518
Variance	34862184.79
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
12001	1288	17.9%
0	1252	17.4%
15999	987	13.7%
14000	876	12.2%
9998	765	10.6%
8000	705	9.8%
18000	430	6.0%
20001	299	4.1%
7999	242	3.4%
13999	240	3.3%
Other values (7)	124	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1252	17.4%
3487	1	< 0.1%
7999	242	3.4%
8000	705	9.8%
9705	1	< 0.1%
9998	765	10.6%
10225	1	< 0.1%
12001	1288	17.9%
13999	240	3.3%
14000	876	12.2%

Value	Count	Frequency (%)
20001	299	4.1%
19999	105	1.5%
18649	1	< 0.1%
18000	430	6.0%
17998	14	0.2%
15999	987	13.7%
15997	1	< 0.1%
14000	876	12.2%
13999	240	3.3%
12001	1288	17.9%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	67
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.20546615

Minimum	22.6
Maximum	25.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.6
5-th percentile	23.5
Q1	23.6
median	24
Q3	24.7
95-th percentile	25.7
Maximum	25.9
Range	3.3
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.7020248256
Coefficient of variation (CV)	0.02900273935
Kurtosis	-0.4418340712
Mean	24.20546615
Median Absolute Deviation (MAD)	0.5
Skewness	0.656424249
Sum	174473
Variance	0.4928388558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.5	1359	18.9%
24.6	973	13.5%
24	956	13.3%
23.6	757	10.5%
24.7	469	6.5%
25.2	406	5.6%
23.9	405	5.6%
25	320	4.4%
23.7	306	4.2%
25.9	260	3.6%
Other values (57)	997	13.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.6	8	0.1%
22.65	1	< 0.1%
22.7	3	< 0.1%
22.75	2	< 0.1%
22.8	2	< 0.1%
22.85	1	< 0.1%
22.9	2	< 0.1%
22.95	1	< 0.1%
23	37	0.5%
23.05	1	< 0.1%

Value	Count	Frequency (%)
25.9	260	3.6%
25.85	2	< 0.1%
25.8	84	1.2%
25.75	2	< 0.1%
25.7	16	0.2%
25.65	2	< 0.1%
25.6	20	0.3%
25.55	2	< 0.1%
25.5	18	0.2%
25.45	2	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.98827691

Minimum	22.5
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.5
5-th percentile	22.5
Q1	22.7
median	23
Q3	23.2
95-th percentile	23.5
Maximum	23.5
Range	1
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.3084669387
Coefficient of variation (CV)	0.0134184454
Kurtosis	-0.9771918
Mean	22.98827691
Median Absolute Deviation (MAD)	0.2
Skewness	0.3169364304
Sum	165699.5
Variance	0.09515185227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.5	1208	16.8%
23.1	1068	14.8%
22.8	881	12.2%
22.7	807	11.2%
22.9	790	11.0%
22.6	736	10.2%
23	651	9.0%
23.3	378	5.2%
22.5	368	5.1%
23.2	307	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	368	5.1%
22.6	736	10.2%
22.7	807	11.2%
22.8	881	12.2%
22.9	790	11.0%
23	651	9.0%
23.1	1068	14.8%
23.2	307	4.3%
23.3	378	5.2%
23.4	14	0.2%

Value	Count	Frequency (%)
23.5	1208	16.8%
23.4	14	0.2%
23.3	378	5.2%
23.2	307	4.3%
23.1	1068	14.8%
23	651	9.0%
22.9	790	11.0%
22.8	881	12.2%
22.7	807	11.2%
22.6	736	10.2%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.97715039

Minimum	22.5
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.5
5-th percentile	22.6
Q1	22.8
median	22.9
Q3	23.1
95-th percentile	23.5
Maximum	23.5
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.3018987755
Coefficient of variation (CV)	0.01313908689
Kurtosis	-0.7857693939
Mean	22.97715039
Median Absolute Deviation (MAD)	0.2
Skewness	0.4323706227
Sum	165619.3
Variance	0.09114287068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.5	1212	16.8%
22.8	1027	14.2%
23	994	13.8%
22.9	868	12.0%
23.1	867	12.0%
22.6	755	10.5%
22.7	667	9.3%
22.5	355	4.9%
23.2	255	3.5%
23.3	198	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	355	4.9%
22.6	755	10.5%
22.7	667	9.3%
22.8	1027	14.2%
22.9	868	12.0%
23	994	13.8%
23.1	867	12.0%
23.2	255	3.5%
23.3	198	2.7%
23.4	10	0.1%

Value	Count	Frequency (%)
23.5	1212	16.8%
23.4	10	0.1%
23.3	198	2.7%
23.2	255	3.5%
23.1	867	12.0%
23	994	13.8%
22.9	868	12.0%
22.8	1027	14.2%
22.7	667	9.3%
22.6	755	10.5%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	14
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.2954495

Minimum	22.6
Maximum	23.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.6
5-th percentile	22.7
Q1	23
median	23.3
Q3	23.6
95-th percentile	23.9
Maximum	23.9
Range	1.3
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.371286384
Coefficient of variation (CV)	0.01593815067
Kurtosis	-1.086728163
Mean	23.2954495
Median Absolute Deviation (MAD)	0.3
Skewness	-0.08999102759
Sum	167913.6
Variance	0.137853579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
23.2	786	10.9%
23.6	749	10.4%
22.8	747	10.4%
23.4	683	9.5%
23.5	623	8.6%
23.9	570	7.9%
23.3	558	7.7%
22.9	542	7.5%
23	530	7.4%
23.7	451	6.3%
Other values (4)	969	13.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.6	210	2.9%
22.7	247	3.4%
22.8	747	10.4%
22.9	542	7.5%
23	530	7.4%
23.1	151	2.1%
23.2	786	10.9%
23.3	558	7.7%
23.4	683	9.5%
23.5	623	8.6%

Value	Count	Frequency (%)
23.9	570	7.9%
23.8	361	5.0%
23.7	451	6.3%
23.6	749	10.4%
23.5	623	8.6%
23.4	683	9.5%
23.3	558	7.7%
23.2	786	10.9%
23.1	151	2.1%
23	530	7.4%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.23963651

Minimum	22.7
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.7
5-th percentile	22.8
Q1	23
median	23.2
Q3	23.5
95-th percentile	23.7
Maximum	23.7
Range	1
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.3158954025
Coefficient of variation (CV)	0.01359295798
Kurtosis	-1.284674579
Mean	23.23963651
Median Absolute Deviation (MAD)	0.3
Skewness	0.04708470386
Sum	167511.3
Variance	0.09978990532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.7	1112	15.4%
23	973	13.5%
23.2	791	11.0%
23.4	767	10.6%
22.9	708	9.8%
23.6	686	9.5%
22.8	644	8.9%
23.1	468	6.5%
23.3	454	6.3%
23.5	338	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.7	267	3.7%
22.8	644	8.9%
22.9	708	9.8%
23	973	13.5%
23.1	468	6.5%
23.2	791	11.0%
23.3	454	6.3%
23.4	767	10.6%
23.5	338	4.7%
23.6	686	9.5%

Value	Count	Frequency (%)
23.7	1112	15.4%
23.6	686	9.5%
23.5	338	4.7%
23.4	767	10.6%
23.3	454	6.3%
23.2	791	11.0%
23.1	468	6.5%
23	973	13.5%
22.9	708	9.8%
22.8	644	8.9%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.18446171

Minimum	23
Maximum	23.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	23
median	23.1
Q3	23.3
95-th percentile	23.5
Maximum	23.6
Range	0.6
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.19529633
Coefficient of variation (CV)	0.008423586988
Kurtosis	-0.8804049008
Mean	23.18446171
Median Absolute Deviation (MAD)	0.1
Skewness	0.6816809507
Sum	167113.6
Variance	0.03814065651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
23	2858	39.7%
23.2	1149	15.9%
23.1	889	12.3%
23.5	798	11.1%
23.4	620	8.6%
23.3	575	8.0%
23.6	319	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	2858	39.7%
23.1	889	12.3%
23.2	1149	15.9%
23.3	575	8.0%
23.4	620	8.6%
23.5	798	11.1%
23.6	319	4.4%

Value	Count	Frequency (%)
23.6	319	4.4%
23.5	798	11.1%
23.4	620	8.6%
23.3	575	8.0%
23.2	1149	15.9%
23.1	889	12.3%
23	2858	39.7%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.88333796

Minimum	22.4
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.4
5-th percentile	22.5
Q1	22.6
median	22.8
Q3	23
95-th percentile	23.5
Maximum	23.5
Range	1.1
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3268157035
Coefficient of variation (CV)	0.01428181955
Kurtosis	-0.4564838717
Mean	22.88333796
Median Absolute Deviation (MAD)	0.2
Skewness	0.6864581112
Sum	164943.1
Variance	0.1068085041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
23.5	1107	15.4%
22.9	1090	15.1%
22.7	1022	14.2%
22.8	884	12.3%
22.5	768	10.7%
23	756	10.5%
22.6	733	10.2%
23.1	379	5.3%
22.4	344	4.8%
23.4	81	1.1%
Other values (2)	44	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.4	344	4.8%
22.5	768	10.7%
22.6	733	10.2%
22.7	1022	14.2%
22.8	884	12.3%
22.9	1090	15.1%
23	756	10.5%
23.1	379	5.3%
23.2	19	0.3%
23.3	25	0.3%

Value	Count	Frequency (%)
23.5	1107	15.4%
23.4	81	1.1%
23.3	25	0.3%
23.2	19	0.3%
23.1	379	5.3%
23	756	10.5%
22.9	1090	15.1%
22.8	884	12.3%
22.7	1022	14.2%
22.6	733	10.2%

T8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.03372642

Minimum	22.5
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.5
5-th percentile	22.6
Q1	22.8
median	23
Q3	23.2
95-th percentile	23.5
Maximum	23.5
Range	1
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3010990249
Coefficient of variation (CV)	0.01307209348
Kurtosis	-1.12030583
Mean	23.03372642
Median Absolute Deviation (MAD)	0.2
Skewness	0.1714394852
Sum	166027.1
Variance	0.0906606228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
22.8	1416	19.6%
23.5	1215	16.9%
23	1050	14.6%
23.2	1035	14.4%
22.7	637	8.8%
22.6	453	6.3%
23.1	418	5.8%
23.4	323	4.5%
22.9	265	3.7%
22.5	224	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	224	3.1%
22.6	453	6.3%
22.7	637	8.8%
22.8	1416	19.6%
22.9	265	3.7%
23	1050	14.6%
23.1	418	5.8%
23.2	1035	14.4%
23.3	172	2.4%
23.4	323	4.5%

Value	Count	Frequency (%)
23.5	1215	16.9%
23.4	323	4.5%
23.3	172	2.4%
23.2	1035	14.4%
23.1	418	5.8%
23	1050	14.6%
22.9	265	3.7%
22.8	1416	19.6%
22.7	637	8.8%
22.6	453	6.3%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	83
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.4466773

Minimum	23
Maximum	27.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23
5-th percentile	24
Q1	24.4
median	25.8
Q3	26.25
95-th percentile	26.75
Maximum	27.1
Range	4.1
Interquartile range (IQR)	1.85

Descriptive statistics

Standard deviation	0.9845389997
Coefficient of variation (CV)	0.03869027724
Kurtosis	-1.143562794
Mean	25.4466773
Median Absolute Deviation (MAD)	0.6
Skewness	-0.3753473281
Sum	183419.65
Variance	0.969317042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	433	6.0%
26.1	431	6.0%
26.2	413	5.7%
26.3	404	5.6%
24.2	371	5.1%
25.2	346	4.8%
26.4	300	4.2%
24	286	4.0%
24.4	285	4.0%
25.9	261	3.6%
Other values (73)	3678	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	18	0.2%
23.05	1	< 0.1%
23.1	5	0.1%
23.15	1	< 0.1%
23.2	52	0.7%
23.25	1	< 0.1%
23.3	4	0.1%
23.35	1	< 0.1%
23.4	50	0.7%
23.45	1	< 0.1%

Value	Count	Frequency (%)
27.1	15	0.2%
27.05	2	< 0.1%
27	100	1.4%
26.95	12	0.2%
26.9	73	1.0%
26.85	13	0.2%
26.8	145	2.0%
26.75	18	0.2%
26.7	194	2.7%
26.65	18	0.2%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	65
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.88440622

Minimum	22.2
Maximum	28.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.2
5-th percentile	22.8
Q1	23.1
median	23.6
Q3	27.8
95-th percentile	28.2
Maximum	28.6
Range	6.4
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	2.274441191
Coefficient of variation (CV)	0.09140025973
Kurtosis	-1.545922894
Mean	24.88440622
Median Absolute Deviation (MAD)	0.6
Skewness	0.5968554918
Sum	179366.8
Variance	5.173082733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.1	757	10.5%
23.6	576	8.0%
23	564	7.8%
23.2	410	5.7%
27.9	358	5.0%
22.9	351	4.9%
23.7	350	4.9%
28.1	345	4.8%
28.2	343	4.8%
28	331	4.6%
Other values (55)	2823	39.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.2	13	0.2%
22.3	40	0.6%
22.4	38	0.5%
22.5	25	0.3%
22.6	47	0.7%
22.7	166	2.3%
22.8	281	3.9%
22.9	351	4.9%
23	564	7.8%
23.1	757	10.5%

Value	Count	Frequency (%)
28.6	34	0.5%
28.5	36	0.5%
28.4	82	1.1%
28.3	177	2.5%
28.2	343	4.8%
28.1	345	4.8%
28	331	4.6%
27.9	358	5.0%
27.8	312	4.3%
27.7	156	2.2%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	19
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.19372919

Minimum	22.2
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.2
5-th percentile	22.5
Q1	22.9
median	23.3
Q3	23.5
95-th percentile	23.8
Maximum	24
Range	1.8
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.4069188901
Coefficient of variation (CV)	0.01754434946
Kurtosis	-0.8677133929
Mean	23.19372919
Median Absolute Deviation (MAD)	0.3
Skewness	-0.2120036924
Sum	167180.4
Variance	0.1655829831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
23.4	815	11.3%
23.3	805	11.2%
22.9	719	10.0%
23.2	639	8.9%
22.8	608	8.4%
23.5	561	7.8%
23.7	486	6.7%
23.6	422	5.9%
22.6	373	5.2%
22.7	354	4.9%
Other values (9)	1426	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.2	9	0.1%
22.3	124	1.7%
22.4	71	1.0%
22.5	234	3.2%
22.6	373	5.2%
22.7	354	4.9%
22.8	608	8.4%
22.9	719	10.0%
23	140	1.9%
23.1	252	3.5%

Value	Count	Frequency (%)
24	24	0.3%
23.9	229	3.2%
23.8	343	4.8%
23.7	486	6.7%
23.6	422	5.9%
23.5	561	7.8%
23.4	815	11.3%
23.3	805	11.2%
23.2	639	8.9%
23.1	252	3.5%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.08077137

Minimum	22.3
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.3
5-th percentile	22.7
Q1	22.9
median	23.1
Q3	23.3
95-th percentile	23.6
Maximum	23.8
Range	1.5
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2838991214
Coefficient of variation (CV)	0.01230024408
Kurtosis	-0.2673644729
Mean	23.08077137
Median Absolute Deviation (MAD)	0.2
Skewness	0.2152047444
Sum	166366.2
Variance	0.08059871114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
23	1197	16.6%
23.1	1114	15.5%
22.8	909	12.6%
23.3	802	11.1%
22.7	649	9.0%
23.2	631	8.8%
22.9	507	7.0%
23.4	386	5.4%
23.6	383	5.3%
23.5	225	3.1%
Other values (6)	405	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.3	17	0.2%
22.4	82	1.1%
22.5	52	0.7%
22.6	55	0.8%
22.7	649	9.0%
22.8	909	12.6%
22.9	507	7.0%
23	1197	16.6%
23.1	1114	15.5%
23.2	631	8.8%

Value	Count	Frequency (%)
23.8	43	0.6%
23.7	156	2.2%
23.6	383	5.3%
23.5	225	3.1%
23.4	386	5.4%
23.3	802	11.1%
23.2	631	8.8%
23.1	1114	15.5%
23	1197	16.6%
22.9	507	7.0%

Z
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	260
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.9768313

Minimum	3.2
Maximum	60.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	3.2
5-th percentile	16.4
Q1	24.8
median	29.8
Q3	38.9
95-th percentile	57.2
Maximum	60.1
Range	56.9
Interquartile range (IQR)	14.1

Descriptive statistics

Standard deviation	11.74408457
Coefficient of variation (CV)	0.3672685533
Kurtosis	-0.1836187747
Mean	31.9768313
Median Absolute Deviation (MAD)	8.9
Skewness	0.503827316
Sum	230489
Variance	137.9235224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	502	7.0%
39.7	433	6.0%
29.4	336	4.7%
29.8	319	4.4%
30.6	297	4.1%
16.9	293	4.1%
28.2	239	3.3%
38.7	221	3.1%
51	178	2.5%
16.8	166	2.3%
Other values (250)	4224	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.2	8	0.1%
4.05	1	< 0.1%
4.9	3	< 0.1%
5.75	2	< 0.1%
6.6	2	< 0.1%
7.45	1	< 0.1%
8.3	2	< 0.1%
8.4	6	0.1%
9.15	1	< 0.1%
9.25	1	< 0.1%

Value	Count	Frequency (%)
60.1	56	0.8%
59.7	44	0.6%
59.6	138	1.9%
59.25	1	< 0.1%
59.2	22	0.3%
58.9	29	0.4%
58.85	1	< 0.1%
58.4	53	0.7%
58.4	7	0.1%
58.05	1	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	TIME	S	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
0	0.000000	0	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.3	22.4	3.20
1	0.083333	0	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.2	22.4	3.20
2	0.166667	0	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.3	22.4	3.20
3	0.250000	0	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.3	22.4	3.20
4	0.333333	0	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.3	22.4	3.20
5	0.416667	0	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.2	22.4	3.20
6	0.500000	12001	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.3	22.4	3.20
7	0.583333	12001	22.60	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.3	22.4	3.20
8	0.666667	12001	22.65	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.2	22.4	4.05
9	0.750000	12001	22.70	22.6	22.7	22.6	22.7	23.2	22.6	22.6	23.0	22.3	22.2	22.4	4.90

Last rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
7198	599.833333	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7199	599.916667	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7200	600.000000	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7201	600.083333	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7202	600.166667	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7203	600.250000	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7204	600.333333	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7205	600.416667	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7206	600.500000	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8
7207	600.583333	23.5	23.5	23.5	23.6	23.6	23.6	23.5	23.5	25.1	23.0	22.9	22.7	29.8

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows